Serverless AI Agents in the Cloud
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Publisher
Видавництво Львівської політехніки
Lviv Politechnic Publishing House
Lviv Politechnic Publishing House
Abstract
Integrating AI agents within serverless architectures offers a modern approach to deploying and executing intelligent applications. Leveraging the advantages of serverless computing, AI agents can dynamically respond to varying workloads without the overhead of managing the underlying infrastructure. This article explores the concept of scalable serverless AI agents in the cloud, detailing their architecture, benefits and drawbacks, challenges, and real-world applications. The paper provides advantages and drawbacks of the serverless approach. Then a proof-of-concept has been developed, deployed and tested. The AI agent code was deployed to Azure Functions, Google Cloud Functions, and AWS Lambda and tested. As a result, improvements to availability, resilience, reliability, and scalability qualities have been proposed to mitigate the previously defined drawbacks.
Description
Citation
Chaplia O. Serverless AI Agents in the Cloud / Oleh Chaplia, Halyna Klym, Edgars Elsts // Advances in Cyber-Physical Systems. — Lviv : Lviv Politechnic Publishing House, 2024. — Vol 9. — No 2. — P. 115–120.